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Robustness and stability of spin-glass ground states to perturbed interactions

Abstract:

Across many problems in science and engineering, it is important to consider how much the output of a given system changes due to perturbations of the input. Here, we investigate the glassy phase of ± J spin glasses at zero temperature by calculating the robustness of the ground states to flips in the sign of single interactions. For random graphs and the Sherrington-Kirkpatrick model, we find relatively large sets of bond configurations that generate the same ground state. These sets can themselves be analyzed as subgraphs of the interaction domain, and we compute many of their topological properties. In particular, we find that the robustness, equivalent to the average degree, of these subgraphs is much higher than one would expect from a random model. Most notably, it scales in the same logarithmic way with the size of the subgraph as has been found in genotype-phenotype maps for RNA secondary structure folding, protein quaternary structure, gene regulatory networks, as well as for models for genetic programming. The similarity between these disparate systems suggests that this scaling may have a more universal origin.

Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1103/PhysRevE.107.014126

Authors


More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Physics
Oxford college:
Christ Church
Role:
Author
ORCID:
0000-0003-1475-4228
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Physics
Sub department:
Theoretical Physics
Oxford college:
Worcester College
Role:
Author
ORCID:
0000-0002-8438-910X


Publisher:
American Physical Society
Journal:
Physical Review E More from this journal
Volume:
107
Issue:
1
Article number:
014126
Publication date:
2023-01-18
Acceptance date:
2022-12-16
DOI:
EISSN:
2470-0053
ISSN:
2470-0045
Pmid:
36797942


Language:
English
Keywords:
Pubs id:
1324801
Local pid:
pubs:1324801
Deposit date:
2023-04-03

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